Parameter Estimation and Uncertainty Quantification in Water Resources Modeling
Author | : Philippe Renard |
Publisher | : Frontiers Media SA |
Total Pages | : 177 |
Release | : 2020-04-22 |
ISBN-10 | : 9782889636747 |
ISBN-13 | : 2889636747 |
Rating | : 4/5 (747 Downloads) |
Download or read book Parameter Estimation and Uncertainty Quantification in Water Resources Modeling written by Philippe Renard and published by Frontiers Media SA. This book was released on 2020-04-22 with total page 177 pages. Available in PDF, EPUB and Kindle. Book excerpt: Numerical models of flow and transport processes are heavily employed in the fields of surface, soil, and groundwater hydrology. They are used to interpret field observations, analyze complex and coupled processes, or to support decision making related to large societal issues such as the water-energy nexus or sustainable water management and food production. Parameter estimation and uncertainty quantification are two key features of modern science-based predictions. When applied to water resources, these tasks must cope with many degrees of freedom and large datasets. Both are challenging and require novel theoretical and computational approaches to handle complex models with large number of unknown parameters.